Google Inc. has played a major role in New York's evolution into a technology center and now wants to expand further in the city, launching a search for enough space to hold more than 3,000 employees, according to several real-estate executives familiar with the hunt.

The Internet firm has been in discussions with several landlords about leasing at much as 600,000 square feet in Manhattan—about half the size of the Chrysler...